06. Network Intrusion Detection | Practical ML with XGBoost

Practical ML with XGBoost for Cybersecurity

Learn how to apply XGBoost to real-world cybersecurity problems through hands-on machine learning projects. This series focuses on practical detection pipelines used by SOC teams, threat hunters, and security engineers, covering everything from phishing detection and malware classification to anomaly detection, account takeover, data loss prevention, and adversarial attacks.

Rather than learning XGBoost in isolation, you'll build production-style security models, understand why tree-based models dominate structured security data, evaluate models with the right metrics, interpret predictions using SHAP, calibrate probabilities, handle class imbalance, detect concept drift, defend against adversarial attacks, and build an end-to-end SOC prediction pipeline.

Every episode includes intuitive visual explanations, practical Python code, reproducible datasets, and real executed outputs.

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

🚀 Google Colab (Runs in Your Browser — No Setup)

📓 Open the XGBoost Security Notebook

https://colab.research.google.com/github/kader-xai/ml-course-notebooks/blob/main/xgboost_security_course.ipynb

💻 Complete Course Code

https://github.com/kader-xai/ml-course-notebooks

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

📚 Complete AI Learning Roadmap

🎓 Machine Learning Series
https://youtube.com/playlist?list=PLh0QMEOMMpQA37o-slZxpCOh_FguMnEcv

📘 Scikit-Learn Series
https://youtube.com/playlist?list=PLh0QMEOMMpQBFehJhjb-IH0119mBlnaee

🔥 PyTorch: Build Your Own GPT
https://youtube.com/playlist?list=PLZMM4BGgXh8s

⚡ TensorFlow from Scratch
https://youtube.com/playlist?list=PLZ27d3oGcWmE

🤗 Hugging Face Transformers
https://youtube.com/playlist?list=PLXgmP3hzUPQA

🧠 Neural Network Optimization
https://youtube.com/playlist?list=PLR7YtqHQLLYE&si=XBopt-vYP4HZSS-s

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

🌐 Connect With Me

💼 LinkedIn
https://linkedin.com/in/kader-xai

𝕏 X (Twitter)
https://x.com/kaderxai

🐙 GitHub
https://github.com/kader-xai

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

🎵 Music

"Reflections" by Vincent Rubinetti
from The Music of 3Blue1Brown (2018)

Видео 06. Network Intrusion Detection | Practical ML with XGBoost канала Kader Mohideen